In this paper, complexity theory is regarded as guiding ideology, meta-synthesis method from qualitative to quantitative is regarded as supervising method, and it integrates many theories and methods, such as, complex science theory, risk early warning theory, data mining technology, combined with the empirical analysis, the knowledge of risk early warning in coal mine safety production was studied.